Judgment at Machine Speed

In 2002 I walked into a job catching online payment fraud with no experience. The technology had arrived and nobody had written the rules for it yet, so we built them out of real cases, one bad order at a time.

AI arrived the same way. Fast, useful, and ahead of the rules. The failure mode is the one I spent sixteen years on: the answer that comes back confident and wrong.

This channel is about judgment. When to trust AI, how to check it, and the systems that keep you fast without getting burned. I also show what I am building, and what breaks.

Screen recordings, one idea per video, my own voice.